{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from ggplot import *\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### `qplot`\n",
    "`qplot` (or \"quickplot\") is short-hand syntax for ggplot. It allows you do to things like plot python lists and numpy arrays, make histograms, scatterplots, and other generic, often-used plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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TjUzG5kbOZk7G5kbGZqejo6PVI8wbl09w3btw4cI1f82xsbGcOHHimvxB0orj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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f408bd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (281105401)>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "qplot(diamonds.price)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ly4iMjESv1yviBv1+P16vt9dmweVyMXbsWPH7FRkZyU9+8hNFlX7r1q3k5uaK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\n8Pv9LFmyRKadSCSSLyRSbEskl0HV01sVW42NjbN63my+or/hhhvYt28fJ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bfeKs5DS0sL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\nLmzK+RbQ3AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1100b4650>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (274640233)>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "qplot(diamonds.carat, diamonds.price)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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zTmayjZBvKgMDA7PWRl599dW49957Y8eOHSWebH5ZyndGVt6/sk1LvmnJN51c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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f4e11d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (284489433)>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = range(100)\n",
    "y = range(100)\n",
    "qplot(x, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1106e7090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (285671789)>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "qplot(np.random.normal(0, 1, 10000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
